Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.2 MiB |
| Average record size in memory | 440.0 B |
Variable types
| Text | 1 |
|---|---|
| DateTime | 2 |
| Numeric | 9 |
| Categorical | 9 |
auto_renew is highly overall correlated with cluster | High correlation |
cluster is highly overall correlated with auto_renew and 1 other fields | High correlation |
discount_used is highly overall correlated with cluster and 1 other fields | High correlation |
interaction_score is highly overall correlated with monthly_fee | High correlation |
logins_per_month is highly overall correlated with num_logins_last_30d and 3 other fields | High correlation |
monthly_fee is highly overall correlated with interaction_score | High correlation |
num_logins_last_30d is highly overall correlated with logins_per_month and 1 other fields | High correlation |
pca1 is highly overall correlated with discount_used | High correlation |
pca2 is highly overall correlated with logins_per_month and 2 other fields | High correlation |
support_tickets is highly overall correlated with pca2 | High correlation |
tenure_months is highly overall correlated with logins_per_month and 1 other fields | High correlation |
tenure_weeks is highly overall correlated with logins_per_month and 1 other fields | High correlation |
customer_id has unique values | Unique |
signup_date has unique values | Unique |
pca1 has unique values | Unique |
pca2 has unique values | Unique |
support_tickets has 2268 (22.7%) zeros | Zeros |
interaction_score has 1882 (18.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-14 16:51:56.093185 |
|---|---|
| Analysis finished | 2025-04-14 16:52:02.930033 |
| Duration | 6.84 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
customer_id
Text
Unique
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 644.7 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Unique
| Unique | 10000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | CUST00000 |
|---|---|
| 2nd row | CUST00001 |
| 3rd row | CUST00002 |
| 4th row | CUST00003 |
| 5th row | CUST00004 |
| Value | Count | Frequency (%) |
| cust00000 | 1 | < 0.1% |
| cust00008 | 1 | < 0.1% |
| cust00017 | 1 | < 0.1% |
| cust00002 | 1 | < 0.1% |
| cust00003 | 1 | < 0.1% |
| cust00004 | 1 | < 0.1% |
| cust00005 | 1 | < 0.1% |
| cust00006 | 1 | < 0.1% |
| cust00007 | 1 | < 0.1% |
| cust00009 | 1 | < 0.1% |
| Other values (9990) | 9990 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 14000 | |
| C | 10000 | |
| U | 10000 | |
| S | 10000 | |
| T | 10000 | |
| 6 | 4000 | 4.4% |
| 7 | 4000 | 4.4% |
| 3 | 4000 | 4.4% |
| 4 | 4000 | 4.4% |
| 5 | 4000 | 4.4% |
| Other values (4) | 16000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 90000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14000 | |
| C | 10000 | |
| U | 10000 | |
| S | 10000 | |
| T | 10000 | |
| 6 | 4000 | 4.4% |
| 7 | 4000 | 4.4% |
| 3 | 4000 | 4.4% |
| 4 | 4000 | 4.4% |
| 5 | 4000 | 4.4% |
| Other values (4) | 16000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 90000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14000 | |
| C | 10000 | |
| U | 10000 | |
| S | 10000 | |
| T | 10000 | |
| 6 | 4000 | 4.4% |
| 7 | 4000 | 4.4% |
| 3 | 4000 | 4.4% |
| 4 | 4000 | 4.4% |
| 5 | 4000 | 4.4% |
| Other values (4) | 16000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 90000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14000 | |
| C | 10000 | |
| U | 10000 | |
| S | 10000 | |
| T | 10000 | |
| 6 | 4000 | 4.4% |
| 7 | 4000 | 4.4% |
| 3 | 4000 | 4.4% |
| 4 | 4000 | 4.4% |
| 5 | 4000 | 4.4% |
| Other values (4) | 16000 |
signup_date
Date
Unique
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| Minimum | 2019-01-01 00:00:00 |
|---|---|
| Maximum | 2023-01-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
last_active_date
Date
| Distinct | 9998 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| Minimum | 2019-02-12 13:01:59.891989 |
|---|---|
| Maximum | 2025-06-02 00:59:37.317731 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
tenure_months
Real number (ℝ)
High correlation
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.4832 |
| Minimum | 15 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 27 |
| median | 39 |
| Q3 | 52 |
| 95-th percentile | 61 |
| Maximum | 64 |
| Range | 49 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 14.065771 |
|---|---|
| Coefficient of variation (CV) | 0.35624698 |
| Kurtosis | -1.1981751 |
| Mean | 39.4832 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -2.4284123 × 10-5 |
| Sum | 394832 |
| Variance | 197.8459 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 40 | 206 | 2.1% |
| 24 | 206 | 2.1% |
| 33 | 206 | 2.1% |
| 43 | 206 | 2.1% |
| 30 | 206 | 2.1% |
| 46 | 206 | 2.1% |
| 27 | 206 | 2.1% |
| 49 | 206 | 2.1% |
| 52 | 206 | 2.1% |
| 37 | 206 | 2.1% |
| Other values (40) | 7940 |
| Value | Count | Frequency (%) |
| 15 | 76 | 0.8% |
| 16 | 205 | |
| 17 | 205 | |
| 18 | 206 | |
| 19 | 205 | |
| 20 | 205 | |
| 21 | 206 | |
| 22 | 205 | |
| 23 | 205 | |
| 24 | 206 |
| Value | Count | Frequency (%) |
| 64 | 69 | 0.7% |
| 63 | 205 | |
| 62 | 206 | |
| 61 | 205 | |
| 60 | 205 | |
| 59 | 206 | |
| 58 | 205 | |
| 57 | 205 | |
| 56 | 205 | |
| 55 | 206 |
subscription_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 611.2 KiB |
| Basic | |
|---|---|
| Premium | |
| Free |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 5.5749 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Basic |
|---|---|
| 2nd row | Premium |
| 3rd row | Premium |
| 4th row | Premium |
| 5th row | Premium |
Common Values
| Value | Count | Frequency (%) |
| Basic | 4079 | |
| Premium | 3890 | |
| Free | 2031 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| basic | 4079 | |
| premium | 3890 | |
| free | 2031 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 7969 | |
| e | 7952 | |
| m | 7780 | |
| r | 5921 | |
| B | 4079 | |
| a | 4079 | |
| s | 4079 | |
| c | 4079 | |
| P | 3890 | |
| u | 3890 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 55749 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 7969 | |
| e | 7952 | |
| m | 7780 | |
| r | 5921 | |
| B | 4079 | |
| a | 4079 | |
| s | 4079 | |
| c | 4079 | |
| P | 3890 | |
| u | 3890 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 55749 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 7969 | |
| e | 7952 | |
| m | 7780 | |
| r | 5921 | |
| B | 4079 | |
| a | 4079 | |
| s | 4079 | |
| c | 4079 | |
| P | 3890 | |
| u | 3890 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 55749 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 7969 | |
| e | 7952 | |
| m | 7780 | |
| r | 5921 | |
| B | 4079 | |
| a | 4079 | |
| s | 4079 | |
| c | 4079 | |
| P | 3890 | |
| u | 3890 |
monthly_fee
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 574.5 KiB |
| 30 | |
|---|---|
| 10 | |
| 0 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.8118 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 30 |
| 3rd row | 0 |
| 4th row | 30 |
| 5th row | 10 |
Common Values
| Value | Count | Frequency (%) |
| 30 | 4130 | |
| 10 | 3988 | |
| 0 | 1882 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 30 | 4130 | |
| 10 | 3988 | |
| 0 | 1882 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10000 | |
| 3 | 4130 | |
| 1 | 3988 | 22.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18118 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10000 | |
| 3 | 4130 | |
| 1 | 3988 | 22.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18118 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10000 | |
| 3 | 4130 | |
| 1 | 3988 | 22.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18118 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10000 | |
| 3 | 4130 | |
| 1 | 3988 | 22.0% |
auto_renew
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 6939 | |
| 0 | 3061 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 6939 | |
| 0 | 3061 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 6939 | |
| 0 | 3061 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 6939 | |
| 0 | 3061 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 6939 | |
| 0 | 3061 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 6939 | |
| 0 | 3061 |
payment_method
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 608.0 KiB |
| PayPal | |
|---|---|
| Wallet | |
| Card | |
| Other |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.2514 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Wallet |
|---|---|
| 2nd row | PayPal |
| 3rd row | Wallet |
| 4th row | Other |
| 5th row | Other |
Common Values
| Value | Count | Frequency (%) |
| PayPal | 2511 | |
| Wallet | 2501 | |
| Card | 2498 | |
| Other | 2490 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| paypal | 2511 | |
| wallet | 2501 | |
| card | 2498 | |
| other | 2490 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 10021 | |
| l | 7513 | |
| P | 5022 | |
| e | 4991 | |
| t | 4991 | |
| r | 4988 | |
| y | 2511 | 4.8% |
| W | 2501 | 4.8% |
| C | 2498 | 4.8% |
| d | 2498 | 4.8% |
| Other values (2) | 4980 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 52514 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 10021 | |
| l | 7513 | |
| P | 5022 | |
| e | 4991 | |
| t | 4991 | |
| r | 4988 | |
| y | 2511 | 4.8% |
| W | 2501 | 4.8% |
| C | 2498 | 4.8% |
| d | 2498 | 4.8% |
| Other values (2) | 4980 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 52514 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 10021 | |
| l | 7513 | |
| P | 5022 | |
| e | 4991 | |
| t | 4991 | |
| r | 4988 | |
| y | 2511 | 4.8% |
| W | 2501 | 4.8% |
| C | 2498 | 4.8% |
| d | 2498 | 4.8% |
| Other values (2) | 4980 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 52514 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 10021 | |
| l | 7513 | |
| P | 5022 | |
| e | 4991 | |
| t | 4991 | |
| r | 4988 | |
| y | 2511 | 4.8% |
| W | 2501 | 4.8% |
| C | 2498 | 4.8% |
| d | 2498 | 4.8% |
| Other values (2) | 4980 |
num_logins_last_30d
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.03 |
| Minimum | 2 |
|---|---|
| Maximum | 27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10 |
| median | 12 |
| Q3 | 14 |
| 95-th percentile | 18 |
| Maximum | 27 |
| Range | 25 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.481826 |
|---|---|
| Coefficient of variation (CV) | 0.2894286 |
| Kurtosis | 0.05046703 |
| Mean | 12.03 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.28543602 |
| Sum | 120300 |
| Variance | 12.123112 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 10 | 1112 | |
| 12 | 1100 | |
| 11 | 1087 | |
| 13 | 983 | |
| 14 | 930 | |
| 9 | 895 | |
| 15 | 767 | |
| 8 | 670 | |
| 16 | 542 | 5.4% |
| 17 | 426 | 4.3% |
| Other values (16) | 1488 |
| Value | Count | Frequency (%) |
| 2 | 7 | 0.1% |
| 3 | 19 | 0.2% |
| 4 | 45 | 0.4% |
| 5 | 135 | 1.4% |
| 6 | 248 | 2.5% |
| 7 | 405 | 4.0% |
| 8 | 670 | |
| 9 | 895 | |
| 10 | 1112 | |
| 11 | 1087 |
| Value | Count | Frequency (%) |
| 27 | 2 | < 0.1% |
| 26 | 2 | < 0.1% |
| 25 | 4 | < 0.1% |
| 24 | 8 | 0.1% |
| 23 | 16 | 0.2% |
| 22 | 40 | 0.4% |
| 21 | 46 | 0.5% |
| 20 | 86 | 0.9% |
| 19 | 159 | |
| 18 | 266 |
support_tickets
Real number (ℝ)
High correlation Zeros
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4937 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 2268 |
| Zeros (%) | 22.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2295168 |
|---|---|
| Coefficient of variation (CV) | 0.82313501 |
| Kurtosis | 0.65018426 |
| Mean | 1.4937 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.82308794 |
| Sum | 14937 |
| Variance | 1.5117115 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 3345 | |
| 2 | 2480 | |
| 0 | 2268 | |
| 3 | 1239 | 12.4% |
| 4 | 478 | 4.8% |
| 5 | 150 | 1.5% |
| 6 | 29 | 0.3% |
| 7 | 9 | 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2268 | |
| 1 | 3345 | |
| 2 | 2480 | |
| 3 | 1239 | 12.4% |
| 4 | 478 | 4.8% |
| 5 | 150 | 1.5% |
| 6 | 29 | 0.3% |
| 7 | 9 | 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 9 | 0.1% |
| 6 | 29 | 0.3% |
| 5 | 150 | 1.5% |
| 4 | 478 | 4.8% |
| 3 | 1239 | 12.4% |
| 2 | 2480 | |
| 1 | 3345 | |
| 0 | 2268 |
feature_usage_score
Real number (ℝ)
| Distinct | 4816 |
|---|---|
| Distinct (%) | 48.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.51902 |
| Minimum | 0.22 |
|---|---|
| Maximum | 86.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.22 |
|---|---|
| 5-th percentile | 6.27 |
| Q1 | 16.05 |
| median | 26.705 |
| Q3 | 39.1325 |
| 95-th percentile | 57.89 |
| Maximum | 86.96 |
| Range | 86.74 |
| Interquartile range (IQR) | 23.0825 |
Descriptive statistics
| Standard deviation | 15.861775 |
|---|---|
| Coefficient of variation (CV) | 0.55618234 |
| Kurtosis | -0.18220921 |
| Mean | 28.51902 |
| Median Absolute Deviation (MAD) | 11.365 |
| Skewness | 0.56080079 |
| Sum | 285190.2 |
| Variance | 251.59592 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15.84 | 10 | 0.1% |
| 28.55 | 9 | 0.1% |
| 22.49 | 9 | 0.1% |
| 25.34 | 9 | 0.1% |
| 19.15 | 8 | 0.1% |
| 29.27 | 8 | 0.1% |
| 24.6 | 8 | 0.1% |
| 29.98 | 8 | 0.1% |
| 14.59 | 7 | 0.1% |
| 17.18 | 7 | 0.1% |
| Other values (4806) | 9917 |
| Value | Count | Frequency (%) |
| 0.22 | 1 | |
| 0.31 | 1 | |
| 0.4 | 1 | |
| 0.49 | 1 | |
| 0.53 | 1 | |
| 0.61 | 1 | |
| 0.63 | 1 | |
| 0.65 | 1 | |
| 0.66 | 1 | |
| 0.78 | 1 |
| Value | Count | Frequency (%) |
| 86.96 | 1 | |
| 83.24 | 1 | |
| 82.36 | 1 | |
| 81.41 | 1 | |
| 81.33 | 1 | |
| 81.09 | 1 | |
| 81.01 | 1 | |
| 80.71 | 1 | |
| 80.59 | 1 | |
| 80.3 | 2 |
discount_used
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6871 | |
| 1 | 3129 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6871 | |
| 1 | 3129 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6871 | |
| 1 | 3129 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6871 | |
| 1 | 3129 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6871 | |
| 1 | 3129 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6871 | |
| 1 | 3129 |
referral_channel
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 620.0 KiB |
| Paid | |
|---|---|
| Partner | |
| Referral | |
| Organic |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.4732 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Organic |
|---|---|
| 2nd row | Referral |
| 3rd row | Partner |
| 4th row | Organic |
| 5th row | Partner |
Common Values
| Value | Count | Frequency (%) |
| Paid | 2576 | |
| Partner | 2524 | |
| Referral | 2460 | |
| Organic | 2440 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| paid | 2576 | |
| partner | 2524 | |
| referral | 2460 | |
| organic | 2440 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 12408 | |
| a | 10000 | |
| e | 7444 | |
| P | 5100 | |
| i | 5016 | |
| n | 4964 | |
| d | 2576 | 4.0% |
| t | 2524 | 3.9% |
| R | 2460 | 3.8% |
| f | 2460 | 3.8% |
| Other values (4) | 9780 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 64732 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 12408 | |
| a | 10000 | |
| e | 7444 | |
| P | 5100 | |
| i | 5016 | |
| n | 4964 | |
| d | 2576 | 4.0% |
| t | 2524 | 3.9% |
| R | 2460 | 3.8% |
| f | 2460 | 3.8% |
| Other values (4) | 9780 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 64732 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 12408 | |
| a | 10000 | |
| e | 7444 | |
| P | 5100 | |
| i | 5016 | |
| n | 4964 | |
| d | 2576 | 4.0% |
| t | 2524 | 3.9% |
| R | 2460 | 3.8% |
| f | 2460 | 3.8% |
| Other values (4) | 9780 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 64732 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 12408 | |
| a | 10000 | |
| e | 7444 | |
| P | 5100 | |
| i | 5016 | |
| n | 4964 | |
| d | 2576 | 4.0% |
| t | 2524 | 3.9% |
| R | 2460 | 3.8% |
| f | 2460 | 3.8% |
| Other values (4) | 9780 |
country
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.4 KiB |
| UK | |
|---|---|
| France | |
| Germany | |
| India | |
| Canada |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 4.6745 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | France |
|---|---|
| 2nd row | France |
| 3rd row | Canada |
| 4th row | UK |
| 5th row | India |
Common Values
| Value | Count | Frequency (%) |
| UK | 1720 | |
| France | 1719 | |
| Germany | 1694 | |
| India | 1649 | |
| Canada | 1613 | |
| US | 1605 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| uk | 1720 | |
| france | 1719 | |
| germany | 1694 | |
| india | 1649 | |
| canada | 1613 | |
| us | 1605 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 9901 | |
| n | 6675 | |
| r | 3413 | 7.3% |
| e | 3413 | 7.3% |
| U | 3325 | 7.1% |
| d | 3262 | 7.0% |
| K | 1720 | 3.7% |
| F | 1719 | 3.7% |
| c | 1719 | 3.7% |
| G | 1694 | 3.6% |
| Other values (6) | 9904 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46745 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 9901 | |
| n | 6675 | |
| r | 3413 | 7.3% |
| e | 3413 | 7.3% |
| U | 3325 | 7.1% |
| d | 3262 | 7.0% |
| K | 1720 | 3.7% |
| F | 1719 | 3.7% |
| c | 1719 | 3.7% |
| G | 1694 | 3.6% |
| Other values (6) | 9904 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46745 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 9901 | |
| n | 6675 | |
| r | 3413 | 7.3% |
| e | 3413 | 7.3% |
| U | 3325 | 7.1% |
| d | 3262 | 7.0% |
| K | 1720 | 3.7% |
| F | 1719 | 3.7% |
| c | 1719 | 3.7% |
| G | 1694 | 3.6% |
| Other values (6) | 9904 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46745 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 9901 | |
| n | 6675 | |
| r | 3413 | 7.3% |
| e | 3413 | 7.3% |
| U | 3325 | 7.1% |
| d | 3262 | 7.0% |
| K | 1720 | 3.7% |
| F | 1719 | 3.7% |
| c | 1719 | 3.7% |
| G | 1694 | 3.6% |
| Other values (6) | 9904 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7232 | |
| 1 | 2768 | 27.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7232 | |
| 1 | 2768 | 27.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7232 | |
| 1 | 2768 | 27.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7232 | |
| 1 | 2768 | 27.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7232 | |
| 1 | 2768 | 27.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7232 | |
| 1 | 2768 | 27.7% |
interaction_score
Real number (ℝ)
High correlation Zeros
| Distinct | 5433 |
|---|---|
| Distinct (%) | 54.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 465.18063 |
| Minimum | 0 |
|---|---|
| Maximum | 2497.2 |
| Zeros | 1882 |
| Zeros (%) | 18.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 108.675 |
| median | 323.6 |
| Q3 | 676.5 |
| 95-th percentile | 1455.96 |
| Maximum | 2497.2 |
| Range | 2497.2 |
| Interquartile range (IQR) | 567.825 |
Descriptive statistics
| Standard deviation | 470.22954 |
|---|---|
| Coefficient of variation (CV) | 1.0108537 |
| Kurtosis | 1.2204883 |
| Mean | 465.18063 |
| Median Absolute Deviation (MAD) | 263.5 |
| Skewness | 1.2877668 |
| Sum | 4651806.3 |
| Variance | 221115.82 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1882 | 18.8% |
| 760.2 | 7 | 0.1% |
| 486 | 6 | 0.1% |
| 336 | 6 | 0.1% |
| 160.5 | 6 | 0.1% |
| 856.5 | 6 | 0.1% |
| 559.2 | 6 | 0.1% |
| 171.8 | 6 | 0.1% |
| 219.6 | 6 | 0.1% |
| 222.9 | 6 | 0.1% |
| Other values (5423) | 8063 |
| Value | Count | Frequency (%) |
| 0 | 1882 | |
| 3.1 | 1 | < 0.1% |
| 4.9 | 1 | < 0.1% |
| 6.1 | 1 | < 0.1% |
| 6.6 | 1 | < 0.1% |
| 6.6 | 1 | < 0.1% |
| 7.8 | 1 | < 0.1% |
| 8.7 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 9.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2497.2 | 1 | |
| 2470.8 | 1 | |
| 2432.7 | 1 | |
| 2430.3 | 1 | |
| 2417.7 | 1 | |
| 2409 | 1 | |
| 2385.3 | 1 | |
| 2381.7 | 1 | |
| 2367.9 | 1 | |
| 2337.6 | 1 |
tenure_weeks
Real number (ℝ)
High correlation
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 157.9328 |
| Minimum | 60 |
|---|---|
| Maximum | 256 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 72 |
| Q1 | 108 |
| median | 156 |
| Q3 | 208 |
| 95-th percentile | 244 |
| Maximum | 256 |
| Range | 196 |
| Interquartile range (IQR) | 100 |
Descriptive statistics
| Standard deviation | 56.263082 |
|---|---|
| Coefficient of variation (CV) | 0.35624698 |
| Kurtosis | -1.1981751 |
| Mean | 157.9328 |
| Median Absolute Deviation (MAD) | 48 |
| Skewness | -2.4284123 × 10-5 |
| Sum | 1579328 |
| Variance | 3165.5344 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 160 | 206 | 2.1% |
| 96 | 206 | 2.1% |
| 132 | 206 | 2.1% |
| 172 | 206 | 2.1% |
| 120 | 206 | 2.1% |
| 184 | 206 | 2.1% |
| 108 | 206 | 2.1% |
| 196 | 206 | 2.1% |
| 208 | 206 | 2.1% |
| 148 | 206 | 2.1% |
| Other values (40) | 7940 |
| Value | Count | Frequency (%) |
| 60 | 76 | 0.8% |
| 64 | 205 | |
| 68 | 205 | |
| 72 | 206 | |
| 76 | 205 | |
| 80 | 205 | |
| 84 | 206 | |
| 88 | 205 | |
| 92 | 205 | |
| 96 | 206 |
| Value | Count | Frequency (%) |
| 256 | 69 | 0.7% |
| 252 | 205 | |
| 248 | 206 | |
| 244 | 205 | |
| 240 | 205 | |
| 236 | 206 | |
| 232 | 205 | |
| 228 | 205 | |
| 224 | 205 | |
| 220 | 206 |
logins_per_month
Real number (ℝ)
High correlation
| Distinct | 666 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.34399327 |
| Minimum | 0.033898305 |
|---|---|
| Maximum | 1.5294118 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.033898305 |
|---|---|
| 5-th percentile | 0.14035088 |
| Q1 | 0.21568627 |
| median | 0.29787234 |
| Q3 | 0.425 |
| 95-th percentile | 0.70588235 |
| Maximum | 1.5294118 |
| Range | 1.4955135 |
| Interquartile range (IQR) | 0.20931373 |
Descriptive statistics
| Standard deviation | 0.17916411 |
|---|---|
| Coefficient of variation (CV) | 0.52083609 |
| Kurtosis | 1.9124101 |
| Mean | 0.34399327 |
| Median Absolute Deviation (MAD) | 0.097476497 |
| Skewness | 1.3137972 |
| Sum | 3439.9327 |
| Variance | 0.032099779 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.25 | 189 | 1.9% |
| 0.3333333333 | 182 | 1.8% |
| 0.5 | 175 | 1.8% |
| 0.2857142857 | 115 | 1.1% |
| 0.2 | 115 | 1.1% |
| 0.4 | 89 | 0.9% |
| 0.2222222222 | 77 | 0.8% |
| 0.3 | 71 | 0.7% |
| 0.4285714286 | 69 | 0.7% |
| 0.1666666667 | 69 | 0.7% |
| Other values (656) | 8849 |
| Value | Count | Frequency (%) |
| 0.03389830508 | 1 | |
| 0.03703703704 | 1 | |
| 0.03773584906 | 1 | |
| 0.04 | 1 | |
| 0.04444444444 | 1 | |
| 0.04545454545 | 1 | |
| 0.04651162791 | 1 | |
| 0.046875 | 1 | |
| 0.04838709677 | 1 | |
| 0.04918032787 | 2 |
| Value | Count | Frequency (%) |
| 1.529411765 | 1 | < 0.1% |
| 1.375 | 1 | < 0.1% |
| 1.1875 | 2 | < 0.1% |
| 1.166666667 | 2 | < 0.1% |
| 1.125 | 1 | < 0.1% |
| 1.117647059 | 5 | |
| 1.111111111 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.0625 | 3 | |
| 1.058823529 | 6 |
pca1
Real number (ℝ)
High correlation Unique
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.4106051 × 10-17 |
| Minimum | -3.212245 |
|---|---|
| Maximum | 3.0882128 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5031 |
| Negative (%) | 50.3% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | -3.212245 |
|---|---|
| 5-th percentile | -1.6932057 |
| Q1 | -0.69899133 |
| median | -0.0098073366 |
| Q3 | 0.71732449 |
| 95-th percentile | 1.6622538 |
| Maximum | 3.0882128 |
| Range | 6.3004578 |
| Interquartile range (IQR) | 1.4163158 |
Descriptive statistics
| Standard deviation | 1.0164853 |
|---|---|
| Coefficient of variation (CV) | -2.9803663 × 1016 |
| Kurtosis | -0.33381018 |
| Mean | -3.4106051 × 10-17 |
| Median Absolute Deviation (MAD) | 0.70824153 |
| Skewness | -0.0083593366 |
| Sum | 1.3429258 × 10-12 |
| Variance | 1.0332423 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.162221022 | 1 | < 0.1% |
| -0.2917646343 | 1 | < 0.1% |
| 0.3772702113 | 1 | < 0.1% |
| -1.344342236 | 1 | < 0.1% |
| 2.081520257 | 1 | < 0.1% |
| -0.531597789 | 1 | < 0.1% |
| 1.404157246 | 1 | < 0.1% |
| -1.910233016 | 1 | < 0.1% |
| 0.4021978666 | 1 | < 0.1% |
| -0.8433151351 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| -3.212245013 | 1 | |
| -3.209804707 | 1 | |
| -3.168312684 | 1 | |
| -2.975755099 | 1 | |
| -2.959117678 | 1 | |
| -2.920276776 | 1 | |
| -2.891708642 | 1 | |
| -2.850614647 | 1 | |
| -2.839986067 | 1 | |
| -2.803212072 | 1 |
| Value | Count | Frequency (%) |
| 3.08821282 | 1 | |
| 3.017399738 | 1 | |
| 2.93872192 | 1 | |
| 2.923914175 | 1 | |
| 2.869394975 | 1 | |
| 2.867073933 | 1 | |
| 2.861697879 | 1 | |
| 2.860922731 | 1 | |
| 2.835967107 | 1 | |
| 2.82405865 | 1 |
pca2
Real number (ℝ)
High correlation Unique
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9790393 × 10-17 |
| Minimum | -3.4730558 |
|---|---|
| Maximum | 5.3107875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5154 |
| Negative (%) | 51.5% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | -3.4730558 |
|---|---|
| 5-th percentile | -1.5973883 |
| Q1 | -0.69668216 |
| median | -0.037872413 |
| Q3 | 0.65142555 |
| 95-th percentile | 1.7205051 |
| Maximum | 5.3107875 |
| Range | 8.7838433 |
| Interquartile range (IQR) | 1.3481077 |
Descriptive statistics
| Standard deviation | 1.0048299 |
|---|---|
| Coefficient of variation (CV) | 2.5253079 × 1016 |
| Kurtosis | 0.21827559 |
| Mean | 3.9790393 × 10-17 |
| Median Absolute Deviation (MAD) | 0.67280465 |
| Skewness | 0.24759118 |
| Sum | 1.5489832 × 10-12 |
| Variance | 1.0096832 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.6775319111 | 1 | < 0.1% |
| -1.084872714 | 1 | < 0.1% |
| 0.2985205883 | 1 | < 0.1% |
| -1.404634705 | 1 | < 0.1% |
| 0.4530018173 | 1 | < 0.1% |
| 0.03927232468 | 1 | < 0.1% |
| 0.677996349 | 1 | < 0.1% |
| 0.9027957627 | 1 | < 0.1% |
| 0.8563151917 | 1 | < 0.1% |
| 1.437660491 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| -3.473055836 | 1 | |
| -3.39411458 | 1 | |
| -3.301761833 | 1 | |
| -3.266506973 | 1 | |
| -3.087416497 | 1 | |
| -3.052847818 | 1 | |
| -3.049084275 | 1 | |
| -2.976987511 | 1 | |
| -2.902341059 | 1 | |
| -2.803720628 | 1 |
| Value | Count | Frequency (%) |
| 5.310787461 | 1 | |
| 4.283956591 | 1 | |
| 4.086911179 | 1 | |
| 4.058523019 | 1 | |
| 4.028848394 | 1 | |
| 3.817298035 | 1 | |
| 3.78955842 | 1 | |
| 3.760487191 | 1 | |
| 3.759087588 | 1 | |
| 3.643242273 | 1 |
cluster
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 3 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3054 | |
| 1 | 2983 | |
| 3 | 2160 | |
| 2 | 1803 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3054 | |
| 1 | 2983 | |
| 3 | 2160 | |
| 2 | 1803 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3054 | |
| 1 | 2983 | |
| 3 | 2160 | |
| 2 | 1803 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3054 | |
| 1 | 2983 | |
| 3 | 2160 | |
| 2 | 1803 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3054 | |
| 1 | 2983 | |
| 3 | 2160 | |
| 2 | 1803 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3054 | |
| 1 | 2983 | |
| 3 | 2160 | |
| 2 | 1803 |
Interactions
Correlations
| auto_renew | cluster | country | discount_used | feature_usage_score | interaction_score | is_churned | logins_per_month | monthly_fee | num_logins_last_30d | payment_method | pca1 | pca2 | referral_channel | subscription_type | support_tickets | tenure_months | tenure_weeks | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| auto_renew | 1.000 | 0.982 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.022 | 0.000 | 0.017 | 0.000 | 0.427 | 0.200 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| cluster | 0.982 | 1.000 | 0.000 | 0.829 | 0.389 | 0.220 | 0.022 | 0.021 | 0.042 | 0.000 | 0.000 | 0.383 | 0.150 | 0.000 | 0.000 | 0.000 | 0.007 | 0.007 |
| country | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.008 | 0.000 | 0.022 | 0.022 |
| discount_used | 0.000 | 0.829 | 0.000 | 1.000 | 0.000 | 0.031 | 0.003 | 0.000 | 0.017 | 0.014 | 0.000 | 0.519 | 0.106 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| feature_usage_score | 0.000 | 0.389 | 0.000 | 0.000 | 1.000 | 0.466 | 0.000 | -0.003 | 0.001 | 0.000 | 0.022 | -0.083 | -0.213 | 0.018 | 0.000 | -0.000 | 0.006 | 0.006 |
| interaction_score | 0.019 | 0.220 | 0.000 | 0.031 | 0.466 | 1.000 | 0.000 | -0.008 | 0.603 | -0.002 | 0.000 | 0.466 | 0.032 | 0.000 | 0.000 | 0.010 | 0.008 | 0.008 |
| is_churned | 0.000 | 0.022 | 0.000 | 0.003 | 0.000 | 0.000 | 1.000 | 0.000 | 0.015 | 0.000 | 0.015 | 0.008 | 0.008 | 0.000 | 0.000 | 0.000 | 0.017 | 0.017 |
| logins_per_month | 0.022 | 0.021 | 0.008 | 0.000 | -0.003 | -0.008 | 0.000 | 1.000 | 0.015 | 0.593 | 0.004 | -0.363 | 0.607 | 0.000 | 0.000 | -0.002 | -0.781 | -0.781 |
| monthly_fee | 0.000 | 0.042 | 0.000 | 0.017 | 0.001 | 0.603 | 0.015 | 0.015 | 1.000 | 0.000 | 0.000 | 0.453 | 0.117 | 0.000 | 0.000 | 0.007 | 0.027 | 0.027 |
| num_logins_last_30d | 0.017 | 0.000 | 0.000 | 0.014 | 0.000 | -0.002 | 0.000 | 0.593 | 0.000 | 1.000 | 0.000 | -0.255 | 0.624 | 0.000 | 0.010 | 0.003 | -0.007 | -0.007 |
| payment_method | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.015 | 0.004 | 0.000 | 0.000 | 1.000 | 0.008 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 |
| pca1 | 0.427 | 0.383 | 0.005 | 0.519 | -0.083 | 0.466 | 0.008 | -0.363 | 0.453 | -0.255 | 0.008 | 1.000 | 0.004 | 0.000 | 0.000 | 0.250 | 0.264 | 0.264 |
| pca2 | 0.200 | 0.150 | 0.000 | 0.106 | -0.213 | 0.032 | 0.008 | 0.607 | 0.117 | 0.624 | 0.000 | 0.004 | 1.000 | 0.025 | 0.013 | 0.591 | -0.296 | -0.296 |
| referral_channel | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 1.000 | 0.009 | 0.013 | 0.000 | 0.000 |
| subscription_type | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.006 | 0.000 | 0.013 | 0.009 | 1.000 | 0.000 | 0.000 | 0.000 |
| support_tickets | 0.000 | 0.000 | 0.000 | 0.000 | -0.000 | 0.010 | 0.000 | -0.002 | 0.007 | 0.003 | 0.000 | 0.250 | 0.591 | 0.013 | 0.000 | 1.000 | 0.004 | 0.004 |
| tenure_months | 0.000 | 0.007 | 0.022 | 0.000 | 0.006 | 0.008 | 0.017 | -0.781 | 0.027 | -0.007 | 0.000 | 0.264 | -0.296 | 0.000 | 0.000 | 0.004 | 1.000 | 1.000 |
| tenure_weeks | 0.000 | 0.007 | 0.022 | 0.000 | 0.006 | 0.008 | 0.017 | -0.781 | 0.027 | -0.007 | 0.000 | 0.264 | -0.296 | 0.000 | 0.000 | 0.004 | 1.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| customer_id | signup_date | last_active_date | tenure_months | subscription_type | monthly_fee | auto_renew | payment_method | num_logins_last_30d | support_tickets | feature_usage_score | discount_used | referral_channel | country | is_churned | interaction_score | tenure_weeks | logins_per_month | pca1 | pca2 | cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CUST00000 | 2019-01-01 00:00:00.000000000 | 2019-05-13 00:00:00.000000000 | 64 | Basic | 0 | 1 | Wallet | 11 | 2 | 26.61 | 1 | Organic | France | 0 | 0.0 | 256 | 0.169231 | -1.162221 | -0.677532 | 3 |
| 1 | CUST00001 | 2019-01-01 03:30:24.302430243 | 2020-04-10 03:30:24.302430243 | 64 | Premium | 30 | 0 | PayPal | 13 | 2 | 33.55 | 1 | Referral | France | 0 | 1006.5 | 256 | 0.200000 | 1.052944 | -0.430931 | 1 |
| 2 | CUST00002 | 2019-01-01 07:00:48.604860486 | 2021-06-09 07:00:48.604860486 | 64 | Premium | 0 | 1 | Wallet | 18 | 5 | 17.55 | 0 | Partner | Canada | 0 | 0.0 | 256 | 0.276923 | 0.060743 | 2.470645 | 0 |
| 3 | CUST00003 | 2019-01-01 10:31:12.907290729 | 2019-10-28 10:31:12.907290729 | 64 | Premium | 30 | 1 | Other | 9 | 2 | 26.07 | 0 | Organic | UK | 0 | 782.1 | 256 | 0.138462 | 1.573729 | -0.407545 | 0 |
| 4 | CUST00004 | 2019-01-01 14:01:37.209720972 | 2019-05-17 14:01:37.209720972 | 64 | Premium | 10 | 1 | Other | 17 | 4 | 6.42 | 0 | Partner | India | 0 | 64.2 | 256 | 0.261538 | 0.487625 | 2.075134 | 0 |
| 5 | CUST00005 | 2019-01-01 17:32:01.512151215 | 2019-04-12 17:32:01.512151215 | 64 | Premium | 10 | 1 | Other | 15 | 2 | 22.44 | 1 | Partner | UK | 1 | 224.4 | 256 | 0.230769 | -0.941636 | 0.249815 | 3 |
| 6 | CUST00006 | 2019-01-01 21:02:25.814581458 | 2020-12-31 21:02:25.814581458 | 64 | Free | 0 | 0 | Wallet | 15 | 0 | 55.41 | 1 | Partner | US | 0 | 0.0 | 256 | 0.230769 | -1.168066 | -1.762353 | 1 |
| 7 | CUST00007 | 2019-01-02 00:32:50.117011701 | 2019-02-21 00:32:50.117011701 | 64 | Basic | 10 | 1 | PayPal | 9 | 1 | 24.71 | 0 | Paid | France | 1 | 247.1 | 256 | 0.138462 | 0.354563 | -1.151621 | 0 |
| 8 | CUST00008 | 2019-01-02 04:03:14.419441944 | 2020-10-07 04:03:14.419441944 | 64 | Basic | 30 | 0 | PayPal | 14 | 0 | 36.18 | 1 | Referral | UK | 0 | 1085.4 | 256 | 0.215385 | 0.529641 | -1.281469 | 1 |
| 9 | CUST00009 | 2019-01-02 07:33:38.721872187 | 2019-06-02 07:33:38.721872187 | 64 | Premium | 0 | 1 | Wallet | 9 | 3 | 20.79 | 1 | Organic | US | 0 | 0.0 | 256 | 0.138462 | -0.760670 | -0.465614 | 3 |
| customer_id | signup_date | last_active_date | tenure_months | subscription_type | monthly_fee | auto_renew | payment_method | num_logins_last_30d | support_tickets | feature_usage_score | discount_used | referral_channel | country | is_churned | interaction_score | tenure_weeks | logins_per_month | pca1 | pca2 | cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | CUST09990 | 2022-12-30 16:26:21.278127808 | 2024-06-08 16:26:21.278127808 | 15 | Premium | 30 | 1 | Wallet | 18 | 3 | 25.94 | 0 | Organic | India | 0 | 778.2 | 60 | 1.1250 | 0.159813 | 2.787506 | 0 |
| 9991 | CUST09991 | 2022-12-30 19:56:45.580558048 | 2024-03-06 19:56:45.580558048 | 15 | Basic | 30 | 1 | Other | 13 | 2 | 61.93 | 0 | Organic | Germany | 0 | 1857.9 | 60 | 0.8125 | 0.131575 | 0.863898 | 2 |
| 9992 | CUST09992 | 2022-12-30 23:27:09.882988288 | 2023-12-17 23:27:09.882988288 | 15 | Basic | 10 | 0 | PayPal | 14 | 4 | 40.61 | 0 | Referral | US | 0 | 406.1 | 60 | 0.8750 | 0.483614 | 1.659275 | 1 |
| 9993 | CUST09993 | 2022-12-31 02:57:34.185418528 | 2023-08-27 02:57:34.185418528 | 15 | Basic | 10 | 0 | Other | 7 | 1 | 35.76 | 0 | Partner | France | 1 | 357.6 | 60 | 0.4375 | 0.400046 | -1.059573 | 1 |
| 9994 | CUST09994 | 2022-12-31 06:27:58.487848784 | 2024-10-05 06:27:58.487848784 | 15 | Premium | 30 | 1 | PayPal | 8 | 0 | 14.36 | 1 | Paid | India | 0 | 430.8 | 60 | 0.5000 | -0.719845 | -0.624701 | 3 |
| 9995 | CUST09995 | 2022-12-31 09:58:22.790279024 | 2023-12-24 09:58:22.790279024 | 15 | Premium | 10 | 0 | Other | 9 | 2 | 23.75 | 1 | Partner | US | 0 | 237.5 | 60 | 0.5625 | -0.535503 | -0.258871 | 1 |
| 9996 | CUST09996 | 2022-12-31 13:28:47.092709264 | 2024-02-05 13:28:47.092709264 | 15 | Premium | 10 | 0 | Other | 17 | 2 | 36.79 | 0 | Partner | France | 0 | 367.9 | 60 | 1.0625 | -0.158200 | 1.267440 | 1 |
| 9997 | CUST09997 | 2022-12-31 16:59:11.395139504 | 2024-05-03 16:59:11.395139504 | 15 | Premium | 30 | 0 | Card | 9 | 2 | 37.35 | 1 | Paid | US | 1 | 1120.5 | 60 | 0.5625 | 0.400786 | -0.184996 | 1 |
| 9998 | CUST09998 | 2022-12-31 20:29:35.697569744 | 2023-06-11 20:29:35.697569744 | 15 | Basic | 10 | 1 | Card | 10 | 2 | 18.01 | 1 | Referral | India | 0 | 180.1 | 60 | 0.6250 | -1.471987 | 0.426622 | 3 |
| 9999 | CUST09999 | 2023-01-01 00:00:00.000000000 | 2025-05-14 00:00:00.000000000 | 15 | Basic | 0 | 0 | Other | 11 | 1 | 40.74 | 0 | Partner | Canada | 0 | 0.0 | 60 | 0.6875 | -0.439889 | -0.524311 | 1 |